@article{innerloopinferenceforpretrainedtransform, title = {Inner Loop Inference for Pretrained Transformers: Unlocking Latent Capabilities Without Training}, author = {Jonathan Lys and Vincent Gripon and Bastien Pasdeloup and Axel Marmoret and Lukas Mauch and Fabien Cardinaux and Ghouthi Boukli Hacene}, year = {2026}, eprint = {2602.14759}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.14759}, }